Natural Language Processing on Oracle Cloud Infrastructure

This book demonstrates how to use Oracle Cloud Infrastructure (OCI) and Hugging Face technologies to develop advanced NLP solutions. Through a practical case study, it addresses common NLP challenges and offers strategies for creating efficient, cost-effective transformer-based models. By the end of this book, you will have the skills and knowledge to create cutting-edge NLP solutions on OCI, customized to meet the needs of various industries and projects. The book takes you through the complete NLP solution life cycle—covering data preparation, model fine-tuning, deployment, and monitoring—while highlighting key topics such as cost-effectiveness and responsible AI for NLP implementations. Drawing from real-world experience and offering practical insights, it bridges the gap between theory and practice, equipping you to design and deploy scalable, cost-efficient NLP solutions. What You Will Learn - Master key NLP concepts and the OCI ecosystem - Create high-quality datasets using Hugging Face and OCI Data Labeling Service - Fine-tune domain-specific pre-trained models from Hugging Face using OCI Data Science Notebook Sessions - Deploy and operationalize your models with OCI Data Science Model Deployments - Automate the NLP life cycle with OCI Data Science Pipelines - Implement cost-effective strategies throughout the entire NLP life cycle, from dataset preparation to model training and deployment